Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3401 | Unranked | konsiliummcp · search | Enables privacy-first medical document analysis with multi-perspective AI review. Ingest documents, run consilium reviews, generate doctor letters… | No signals yet | No one-command install · Source | |
| 3402 | Unranked | hsm-mcpmcp · search | Enables querying the Dutch IND public register of recognised sponsors for work/residence permits. Offers tools to search sponsors by name or KvK… | No signals yet | No one-command install · Source | |
| 3403 | Unranked | all-flights-mcpmcp · search | Searches multiple flight inventory sources concurrently and returns a normalized, deduplicated result set. | No signals yet | No one-command install · Source | |
| 3404 | Unranked | mcp-confluence-contextmcp · search | Enables searching and retrieving Confluence pages, listing children, and updating pages as drafts, integrating Confluence documentation as context in… | No signals yet | No one-command install · Source | |
| 3405 | Unranked | cardloom-mcpmcp · search | Provides long-lived, cross-project technical memory for AI agents via markdown cards stored in git and indexed by SQLite, enabling search, retrieval… | No signals yet | No one-command install · Source | |
| 3406 | Unranked | local-rag-mcpmcp · search | A RAG knowledge base MCP server using FastMCP and LanceDB, enabling hybrid search, document ingestion, and full MCP tool/resource/prompt support. | No signals yet | No one-command install · Source | |
| 3407 | Unranked | mcp-codebase-servermcp · search | MCP server for semantic codebase navigation that builds an AST index of symbols, imports, and exports, providing AI agents with tools to search… | No signals yet | No one-command install · Source | |
| 3408 | Unranked | opensearch-dashboard-mcpmcp · search | Enables LLM clients to interact with OpenSearch Dashboards, including reading saved objects, listing tenants and index patterns, and querying logs… | No signals yet | No one-command install · Source | |
| 3409 | Unranked | open-legal-data-mcp-servermcp · search | Provides access to German court decisions and laws via MCP tools, enabling legal document search and retrieval. | No signals yet | No one-command install · Source | |
| 3410 | Unranked | rusyasearchmcp · search | Enables AI agents to perform stealth web searches, browse pages with anti-bot bypass, and extract clean Markdown content, supporting direct image URLs… | No signals yet | No one-command install · Source | |
| 3411 | Unranked | juangb87-flexoffersmcp · search | Accesses the FlexOffers affiliate marketing network to search advertisers, links, and commissions. | No signals yet | No one-command install · Source | |
| 3412 | Unranked | pr-forgemcp · search | Provides AI agents with a secure PR review gateway through 9 MCP tools for managing pull requests, including context retrieval, diff, checks, and… | No signals yet | No one-command install · Source | |
| 3413 | Unranked | googlenews-mcpmcp · search | Enables AI agents to read Google News without internet access, providing tools for top headlines, topic search, and news searches. | No signals yet | No one-command install · Source | |
| 3414 | Unranked | yarg-tay-mcpmcp · search | Enables searching and retrieving full text of Yargıtay (Turkish Supreme Court) decisions as Markdown, via the official karararama.yargitay.gov.tr… | No signals yet | No one-command install · Source | |
| 3415 | Unranked | codepilotmcp · search | An autonomous AI software engineer and MCP server that uses LangGraph and a hybrid RAG index to autonomously edit, test, and debug codebases. | No signals yet | No one-command install · Source | |
| 3416 | Unranked | knowledgehubmcp · search | Enables AI assistants to search, read, and retrieve context from local knowledge bases with full-text search, absolute paths, and section-level… | No signals yet | No one-command install · Source | |
| 3417 | Unranked | agent-idx-clientmcp · search | Enables agents to publish and search index records with custom keywords over libp2p, connecting to the Agent Index Network for decentralized peer… | No signals yet | No one-command install · Source | |
| 3418 | Unranked | hwp-rag-mcpmcp · search | Enables searching local Korean HWP/HWPX documents via Codex or Claude Code by indexing them with a free multilingual embedding model, keeping… | No signals yet | No one-command install · Source | |
| 3419 | Unranked | collibra-atlasmcp · search | Provides AI agents with local-first access to Collibra developer documentation via MCP, combining deterministic filesystem search with semantic RAG… | No signals yet | No one-command install · Source | |
| 3420 | Unranked | sutranamcp · search | Local-first ambient memory for Mac that captures screen content, indexes it on-device, and provides MCP tools for searching memory, timeline, and open… | No signals yet | No one-command install · Source | |
| 3421 | Unranked | repo-index-mcpmcp · search | A local codebase retrieval tool that indexes a git repository into SQLite and provides query and retrieval capabilities over MCP stdio, enabling… | No signals yet | No one-command install · Source | |
| 3422 | Unranked | context0-coremcp · search | Personal documentation index for agents and IDEs, accessible via MCP HTTP protocol. | No signals yet | No one-command install · Source | |
| 3423 | Unranked | rvvel-affiliate-links-mcp-servermcp · search | Central hub for managing affiliate links across all Rvvel applications and AI agents, enabling storage, retrieval, search, and tracking. | No signals yet | No one-command install · Source | |
| 3424 | Unranked | citation-mcpmcp · search | Remote MCP server exposing the CounselStack citation engine as nine legal research tools, enabling read-only citation lookup, statute search, and case… | No signals yet | No one-command install · Source | |
| 3425 | Unranked | nutriclarity-mcpmcp · search | Provides LLMs with access to food nutrition data from Open Food Facts, enabling barcode lookup, product search, and nutrition score comparisons. | No signals yet | No one-command install · Source | |
| 3426 | Unranked | openuspublicdatamcpmcp · search | Enables access to high-value US public data sources via MCP, including federal agencies, state portals, and platforms like Socrata, ArcGIS, and CKAN… | No signals yet | No one-command install · Source | |
| 3427 | Unranked | archlensmcp · search | Enables retrieval of structured architectural case study data for design research, supporting case browsing, filtering, and downloadable research… | No signals yet | No one-command install · Source | |
| 3428 | Unranked | crustapi-mcpmcp · search | Provides Google search across multiple surfaces, webpage scraping, and business reviews retrieval via the CrustAPI endpoint. | No signals yet | No one-command install · Source | |
| 3429 | Unranked | raindrop-mcpmcp · search | Enables management of Raindrop.io bookmarks, collections, tags, and highlights via MCP tools, with support for search, bulk editing, and library… | No signals yet | No one-command install · Source | |
| 3430 | Unranked | ddqmcp · search | Enables AI coding agents to retrieve QA cases from a curated knowledge base grounded in real bugs, supporting symptom search and feature-wide coverage… | No signals yet | No one-command install · Source | |
| 3431 | Unranked | skype-archive-mcpmcp · search | Enables local browsing and searching of Skype export archives through MCP tools for messages, conversations, participants, and attachment extraction… | No signals yet | No one-command install · Source | |
| 3432 | Unranked | airus-mcpmcp · search | MCP server exposing 1688 and OZON e-commerce crawling tools, enabling AI agents to perform product search, image search, and supplier contact scraping… | No signals yet | No one-command install · Source | |
| 3433 | Unranked | openkb-mcpmcp · search | Exposes local OpenKB knowledge bases to MCP clients, enabling wiki discovery, cataloging, lexical search, page reads, and optional LLM query fallback… | No signals yet | No one-command install · Source | |
| 3434 | Unranked | pic-nicked-mcpmcp · search | Enables searching Google Custom Search Engine for images and saving them directly to the user's project directory. | No signals yet | No one-command install · Source | |
| 3435 | Unranked | skillifymcp · search | Turns public websites into portable SKILL.md files via MCP using Firecrawl. | No signals yet | No one-command install · Source | |
| 3436 | Unranked | workflowy-mcpmcp · search | Lets humans, scripts, and AI agents safely read, search, organize, and edit a WorkFlowy account. | No signals yet | No one-command install · Source | |
| 3437 | Unranked | 04-enterprise-mcp-servermcp · search | MCP server with a RAG knowledge tool that enables AI agents to search enterprise documents using natural language queries. | No signals yet | No one-command install · Source | |
| 3438 | Unranked | mcp-transcriptedmcp · search | Pay-per-success YouTube transcript extractor for AI agents and RAG pipelines. Timestamps, SRT, plain text. Failed videos are never charged… | No signals yet | No one-command install · Source | |
| 3439 | Unranked | ask-my-data-mcpmcp · search | Automatically routes natural language questions to RAG or Text2SQL paths to answer queries about virtual construction site data, supporting semantic… | No signals yet | No one-command install · Source | |
| 3440 | Unranked | ls-mcp-servermcp · search | Enables SQL query execution and knowledge base search via RAG agent through two tools. | No signals yet | No one-command install · Source | |
| 3441 | Unranked | okftmcp · search | Provides tools for AI agents to navigate and query OKF knowledge bundles through overview, read, search, and list operations. | No signals yet | No one-command install · Source | |
| 3442 | Unranked | namingsignalmcp · search | Provides evidence-first product naming tools for agents and founders, including domain registry checks, namespace searches, and finalist research with… | No signals yet | No one-command install · Source | |
| 3443 | Unranked | google-search-console-gsc-mcpmcp · search | Connects Google Search Console to AI assistants, enabling natural language queries for SEO data, indexing audits, sitemap management, and full site… | No signals yet | No one-command install · Source | |
| 3444 | Unranked | bazaligjoremcp · search | An MCP server for researching Albanian legislation, providing access to the Official Gazette, amendment graphs, and Constitutional Court decisions via… | No signals yet | No one-command install · Source | |
| 3445 | Unranked | mcmodmcp · search | Enables querying game skill data and combat rules for the MCMod game mod, including listing classes, skills, and searching by crowd control effects. | No signals yet | No one-command install · Source | |
| 3446 | Unranked | docmindmcp · search | An MCP-native document research agent that provides search, summarization, and citation tools for iterative multi-step research, ending in validated… | No signals yet | No one-command install · Source | |
| 3447 | Unranked | documentsearch-mcpmcp · search | Enables searching and fetching documentation pages from a wide range of programming languages, frameworks, game engines, and tools. Supports multiple… | No signals yet | No one-command install · Source | |
| 3448 | Unranked | experience-memory-mcpmcp · search | Stores photos and notes as experience memories in Google Drive and enables natural language search to retrieve them later. | No signals yet | No one-command install · Source | |
| 3449 | Unranked | fast-web-search-mcpmcp · search | A production-ready MCP server for free web search, news search, and webpage content extraction using DuckDuckGo and Bing. | No signals yet | No one-command install · Source | |
| 3450 | Unranked | insightface-mcpmcp · search | A local, offline facial recognition search system that integrates with LM Studio via MCP, allowing users to find photos of people in their library… | No signals yet | No one-command install · Source | |
| 3451 | Unranked | claude-obsidianmcp · search | Connects Claude Desktop to an Obsidian vault, enabling natural language management of PM documents like PRDs, Jira notes, meeting notes, and ideas… | No signals yet | No one-command install · Source | |
| 3452 | Unranked | breckenwander-travelmcp · search | A keyless, read-only MCP connector for BreckenWander, an independent travel platform. It searches flights, hotels, and experiences at all-in prices… | No signals yet | No one-command install · Source | |
| 3453 | Unranked | web-search-mcp-server-2mcp · search | A universal web search and content retrieval tool for AI agents, supporting multiple search providers and content extraction. | No signals yet | No one-command install · Source | |
| 3454 | Unranked | rag-servermcp · search | Local MCP server that provides a search_documents tool to query a RAG pipeline built with Ollama embeddings and ChromaDB, enabling Claude Desktop to… | No signals yet | No one-command install · Source | |
| 3455 | Unranked | ado-search-mcpmcp · search | Enables search and management of Azure DevOps work items and wiki pages via MCP, wrapping the ado-search CLI. | No signals yet | No one-command install · Source | |
| 3456 | Unranked | cendyn-mcp-connectormcp · search | Connects Claude to Cendyn CRM, enabling real-time retrieval of contacts, purchases, campaigns, and audiences for analysis and decision-making. | No signals yet | No one-command install · Source | |
| 3457 | Unranked | maps-mcp-appmcp · search | Enables users to search for locations, businesses, and points of interest on an interactive OpenStreetMap map within ChatGPT conversations. | No signals yet | No one-command install · Source | |
| 3458 | Unranked | n-mtema-private-knowledge-mcpmcp · search | Enables users to build and query a private knowledge base by uploading documents, which are embedded and stored locally, then accessible via MCP for… | No signals yet | No one-command install · Source | |
| 3459 | Unranked | agent-web-superpowermcp · search | An MCP server enabling AI agents to access the internet via web scraping, crawling, searching, and structured data extraction using Firecrawl. | No signals yet | No one-command install · Source | |
| 3460 | Unranked | aviation-mcpmcp · search | Provides aviation weather data (METAR, TAF, station search) with a unique assess_conditions tool that returns flight category, confidence, and an… | No signals yet | No one-command install · Source | |
| 3461 | Unranked | mcp-adonis-docsmcp · search | Version-aware AdonisJS documentation MCP server that detects your project's AdonisJS version and provides search and retrieval of relevant docs… | No signals yet | No one-command install · Source | |
| 3462 | Unranked | shade-mcpmcp · search | Shade MCP connects AI assistants to the creative assets in your Shade workspace. It can search and browse drives, inspect assets and transcripts… | No signals yet | No one-command install · Source | |
| 3463 | Unranked | spotipy-mcpmcp · search | Enables searching Spotify and managing playlists from any MCP client using natural language. | No signals yet | No one-command install · Source | |
| 3464 | Unranked | doc-splittermcp · search | Conceptual document splitter that parses PDF/DOCX into study-sized chunks with safe-cut constraints, verified output, and bilingual study indexes… | No signals yet | No one-command install · Source | |
| 3465 | Unranked | project-decision-ragmcp · search | Semantic search over project-specific decision rules using Chroma, enabling LLMs to retrieve relevant context. | No signals yet | No one-command install · Source | |
| 3466 | Unranked | mcp-business-botmcp · search | Enables querying company knowledge base using RAG, providing accurate answers from internal documents via MCP. | No signals yet | No one-command install · Source | |
| 3467 | Unranked | japan-real-estate-mcpmcp · search | Japanese real-estate actual transaction prices and official land prices (official MLIT Reinfolib data): search by area, period, and property type… | No signals yet | No one-command install · Source | |
| 3468 | Unranked | japan-company-leads-finder-mcpmcp · search | B2B lead generation for Japan: search 1M+ companies by size, capital, location, and government-subsidy history, with executive names and procurement… | No signals yet | No one-command install · Source | |
| 3469 | Unranked | japan-parliament-search-mcpmcp · search | Search Japan's National Diet records (1947-present): ministerial statements, committee Q&A, and policy debates with speaker, party, and citation URLs. | No signals yet | No one-command install · Source | |
| 3470 | Unranked | japan-law-search-mcpmcp · search | Full-text search across all ~10,000 current Japanese laws and regulations (official e-Gov data): keyword search, table of contents, and exact article… | No signals yet | No one-command install · Source | |
| 3471 | Unranked | japan-subsidy-search-mcpmcp · search | Real-time search of Japanese government subsidies and grants (official jGrants data): deadlines, amounts, eligibility, filterable by prefecture. | No signals yet | No one-command install · Source | |
| 3472 | Unranked | engram-mcpmcp · search | MCP plugin that connects Cursor, Claude, and other hosts to an Engram workspace for searching and citing indexed GitHub and Notion content. | No signals yet | No one-command install · Source | |
| 3473 | Unranked | mcp-task-assistantmcp · search | Exposes task management (add, list, complete tasks) and document search (RAG) as MCP tools for AI agents. | No signals yet | No one-command install · Source | |
| 3474 | Unranked | paper-research-helpermcp · search | Enables searching, ingesting, and querying academic papers using natural language, with integration to arXiv and Semantic Scholar. | No signals yet | No one-command install · Source | |
| 3475 | Unranked | unstuck-mcpmcp · search | Prevents coding agents from repeatedly attempting the same failed fix by tracking attempts and blocking further fixes until the agent uses its own web… | No signals yet | No one-command install · Source | |
| 3476 | Unranked | sgu-brunnar-mcp-servermcp · search | A read-only MCP server that provides access to the Swedish Geological Survey (SGU) wells dataset, enabling search, retrieval, and export of well data… | No signals yet | No one-command install · Source | |
| 3477 | Unranked | archimedes-market-mcpmcp · search | Enables AI agents to search and discover verified deep-tech engineering bounties with real funding, using a single search_bounties tool. | No signals yet | No one-command install · Source | |
| 3478 | Unranked | obsidian-mcp-assistantmcp · search | Enables AI-powered chat and file operations on Obsidian vaults with local indexing, hybrid search, and MCP access. | No signals yet | No one-command install · Source | |
| 3479 | Unranked | material-icons-agent-skillmcp · search | Enables AI agents to search, import, migrate, validate, and maintain official Google Material Symbols across various platforms and IDEs. | No signals yet | No one-command install · Source | |
| 3480 | Unranked | career-navigator-mcpmcp · search | Enables career diagnosis by analyzing user skills and recommending suitable professions using Google Gemini and a RAG knowledge base of 10… | No signals yet | No one-command install · Source | |
| 3481 | Unranked | reddit-marketingmcp · search | AI-powered Reddit marketing automation via Model Context Protocol, enabling smart search, audience analysis, engagement finding, and comment… | No signals yet | No one-command install · Source | |
| 3482 | Unranked | recao-mcpmcp · search | Enables querying competitor App Store ads from Apple's EU DSA repository, including creative copy, placements, and ad longevity, through tools like… | No signals yet | No one-command install · Source | |
| 3483 | Unranked | mcp-docsearchmcp · search | Semantic search over any markdown corpus using local embeddings. Provides tools to search, reindex, and get index stats, with results including file… | No signals yet | No one-command install · Source | |
| 3484 | Unranked | mesie-career-cybersecuritymcp · search | Enables access to 200 compressed cybersecurity career profiles via tools for listing, searching, and invoking careers, supporting SOC, IR, pentest… | No signals yet | No one-command install · Source | |
| 3485 | Unranked | mesie-career-businessmcp · search | Provides access to 200 compressed business career profiles across strategy, finance, operations, marketing, and sales via MCP tools for listing… | No signals yet | No one-command install · Source | |
| 3486 | Unranked | domainnameregistration-com-mcpmcp · search | Enables fast, token-efficient bulk domain name search for AI agents, checking up to 1,000 domains per request to see availability statuses. | No signals yet | No one-command install · Source | |
| 3487 | Unranked | zap-rag-mcp-servermcp · search | Read-only MCP server that exposes ZAP's RAG search modes (plain, hybrid, hybrid_rerank) for agents to perform semantic code retrieval. | No signals yet | No one-command install · Source | |
| 3488 | Unranked | rag-query-mcp-servermcp · search | Enables querying a hybrid-retrieval RAG pipeline (dense + BM25) over ingested PDF documents, returning answers generated by Gemini. | No signals yet | No one-command install · Source | |
| 3489 | Unranked | mfp-loggermcp · search | Enables logging food into MyFitnessPal diary via natural language, supporting search, log, quick add, and diary retrieval. | No signals yet | No one-command install · Source | |
| 3490 | Unranked | freecase-mcpmcp · search | An MCP connector that lets AI agents search and read U.S. case law and statutes from Freecase, providing tools for full-text search and retrieval of… | No signals yet | No one-command install · Source | |
| 3491 | Unranked | tech-doc-mcpmcp · search | Provides local technical documentation with hybrid search (semantic + BM25) for AI agents, ensuring access to up-to-date framework docs. | No signals yet | No one-command install · Source | |
| 3492 | Unranked | oscarmcp · search | Enables users to ask questions about Neo4j, Cypher, GraphRAG, and ontology engineering, providing answers grounded in official Neo4j documentation… | No signals yet | No one-command install · Source | |
| 3493 | Unranked | bildungly-mein-now-mcpmcp · search | An AI-native Weiterbildung discovery layer over Mein NOW course data, providing tools for course search, profile matching, and fit explanation via… | No signals yet | No one-command install · Source | |
| 3494 | Unranked | mcp-music-servermcp · search | MCP server that enables LLMs to search, play, and manage music from multiple platforms (NetEase, QQ, Kugou) and local files, with lyrics retrieval and… | No signals yet | No one-command install · Source | |
| 3495 | Unranked | phabricator-mcp-servermcp · search | Enables interaction with Phabricator via MCP tools for task/revision management and RAG-based semantic search over indexed tasks and revisions. | No signals yet | No one-command install · Source | |
| 3496 | Unranked | local-docs-mcpmcp · search | Enables local document search and reading across formats like docx, pdf, md, and more, providing tools for listing, searching, and reading documents. | No signals yet | No one-command install · Source | |
| 3497 | Unranked | crewai-web-search-mcpmcp · search | Provides web search and content extraction for AI agents. | No signals yet | No one-command install · Source | |
| 3498 | Unranked | labs-catalog-mcpmcp · search | Exposes an AI labs registry as MCP tools, enabling listing labs, retrieving lab details, and searching enterprise decisions. | No signals yet | No one-command install · Source | |
| 3499 | Unranked | careerpilotmcp · search | An AI job-hunt copilot that enables searching live job boards, shortlisting openings, tracking application pipelines, and generating tailored resumes… | No signals yet | No one-command install · Source | |
| 3500 | Unranked | c-rebromcp · search | A RAG engine and MCP server that indexes .md files to provide searchable context to AI agents via the Model Context Protocol. | No signals yet | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.